Paper Citation Record · LEDGER

Fine-Tuning ASR for Stuttered Speech: Personalized vs. Generalized Approaches

As of 8 August 2026, this Paper Citation Record lists 27 of 27 outbound references and 1 inbound Pith citation observation for arXiv:2506.00853.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2506.00853 v2

Coverage vector

measured 27 of 27 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:00:04.717156Z

measured 28 of 28 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:00:04.630543Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-08-07T12:00:04.775479Z

Reference resolution

27 of 27 outbound references displayed

verified exact1
verified fuzzy21
unresolved4
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7e75214c-255e-486d-a767-f41aefc073e8 · outbound

This paper cites Fine-Tuning ASR for Stuttered Speech: Personalized vs. Generalized Approaches.

Fine-Tuning ASR for Stuttered Speech: Personalized vs. Generalized Approaches Fine-Tuning ASR for Stuttered Speech: Personalized vs. Generalized Approaches

Reference 1

Resolution: metadata mismatch; local_arxiv, observed 2026-08-07T12:00:04.778736Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f5127838-31fb-48ff-83c7-6e37305434ef · outbound

This paper cites Lock the front door.

Fine-Tuning ASR for Stuttered Speech: Personalized vs. Generalized Approaches Lock the front door

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:00:04.991095Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f9e57b56-ffe1-4b5c-8f34-d409e7031ea7 · outbound

This paper cites Smart Home Automa- tion,.

Fine-Tuning ASR for Stuttered Speech: Personalized vs. Generalized Approaches Smart Home Automa- tion,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:00:04.981034Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 8a933f31-964e-47ca-8c9e-1140b8ee34d8 · outbound

This paper cites an unresolved cited work.

Fine-Tuning ASR for Stuttered Speech: Personalized vs. Generalized Approaches Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:00:04.972085Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 216cbd36-fe8b-4246-926e-a6a36fc55854 · outbound

This paper cites Na- tional Science Foundation under Grant No.

Fine-Tuning ASR for Stuttered Speech: Personalized vs. Generalized Approaches Na- tional Science Foundation under Grant No

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:00:04.962464Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f41641bb-9059-4b4b-9ea5-943157b27069 · outbound

This paper cites Epidemiology of stuttering: 21st cen- tury advances,.

Fine-Tuning ASR for Stuttered Speech: Personalized vs. Generalized Approaches Epidemiology of stuttering: 21st cen- tury advances,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:00:04.952855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e7327619-cae4-4272-9b05-370d15301a53 · outbound

This paper cites Lost in transcription: Identifying and quantifying the accuracy biases of automatic speech recogni- tion systems against disfluent speech,.

Fine-Tuning ASR for Stuttered Speech: Personalized vs. Generalized Approaches Lost in transcription: Identifying and quantifying the accuracy biases of automatic speech recogni- tion systems against disfluent speech,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:00:04.944449Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c78a09b7-5d9f-45dd-a437-19d45459cfaa · outbound

This paper cites From user percep- tions to technical improvement: Enabling people who stutter to better use speech recognition,.

Fine-Tuning ASR for Stuttered Speech: Personalized vs. Generalized Approaches From user percep- tions to technical improvement: Enabling people who stutter to better use speech recognition,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:00:04.935520Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2ae24b4d-33e4-4c09-b513-1cb74f5313af · outbound

This paper cites Re-envisioning remote meetings: Co-designing inclusive and empowering videoconferencing with people who stutter,.

Fine-Tuning ASR for Stuttered Speech: Personalized vs. Generalized Approaches Re-envisioning remote meetings: Co-designing inclusive and empowering videoconferencing with people who stutter,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:00:04.925629Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f19c5da0-01a4-4aa0-bd8a-5448bd47914d · outbound

This paper cites Ethical considerations in AI-based recruitment,.

Fine-Tuning ASR for Stuttered Speech: Personalized vs. Generalized Approaches Ethical considerations in AI-based recruitment,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:00:04.916752Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 88a2ade6-839a-4bc0-ab4a-d3f7847898a5 · outbound

This paper cites Stut- tering and labor market outcomes in the United States,.

Fine-Tuning ASR for Stuttered Speech: Personalized vs. Generalized Approaches Stut- tering and labor market outcomes in the United States,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:00:04.906444Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ee989069-1e5a-4284-a8d6-b562350bbda7 · outbound

This paper cites The influence of workplace discrimination and vigilance on job satis- faction with people who stutter,.

Fine-Tuning ASR for Stuttered Speech: Personalized vs. Generalized Approaches The influence of workplace discrimination and vigilance on job satis- faction with people who stutter,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:00:04.897813Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 35728bd2-1a67-4f33-a6a1-02610fee7c66 · outbound

This paper cites Disordered speech data collection: Lessons learned at 1 million utterances from Project Euphonia.

Fine-Tuning ASR for Stuttered Speech: Personalized vs. Generalized Approaches Disordered speech data collection: Lessons learned at 1 million utterances from Project Euphonia

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:00:04.888466Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 5bf3a68e-096f-4545-b47c-b5e386177699 · outbound

This paper cites Variability of stuttering: Behav- ior and impact,.

Fine-Tuning ASR for Stuttered Speech: Personalized vs. Generalized Approaches Variability of stuttering: Behav- ior and impact,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:00:04.879472Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c69ee535-919c-456f-855d-40b2f9278e28 · outbound

This paper cites Whister: Using Whisper’s repre- sentations for stuttering detection,.

Fine-Tuning ASR for Stuttered Speech: Personalized vs. Generalized Approaches Whister: Using Whisper’s repre- sentations for stuttering detection,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:00:04.870352Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b1c3eea6-eac6-4791-84b4-53180f6f5b57 · outbound

This paper cites SEP-28k: A dataset for stuttering event detection from podcasts with people who stutter,.

Fine-Tuning ASR for Stuttered Speech: Personalized vs. Generalized Approaches SEP-28k: A dataset for stuttering event detection from podcasts with people who stutter,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:00:04.859911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 1c7e9aed-d3e5-44c6-92f9-03baa1978ac6 · outbound

This paper cites Enhancing ASR for Stuttered Speech with Limited Data Using Detect and Pass.

Fine-Tuning ASR for Stuttered Speech: Personalized vs. Generalized Approaches Enhancing ASR for Stuttered Speech with Limited Data Using Detect and Pass

Reference 17

Resolution: verified exact; local_arxiv, observed 2026-08-07T12:00:04.766253Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6190d5d9-0045-4513-9b2c-3ccf7c7f2abc · outbound

This paper cites Have disfluency-type measures contributed to the understanding and treatment of developmental stuttering?.

Fine-Tuning ASR for Stuttered Speech: Personalized vs. Generalized Approaches Have disfluency-type measures contributed to the understanding and treatment of developmental stuttering?

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:00:04.850037Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 37cdf0fc-575f-4122-8b70-6a3befc29132 · outbound

This paper cites Clut- tering updated,.

Fine-Tuning ASR for Stuttered Speech: Personalized vs. Generalized Approaches Clut- tering updated,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:00:04.840482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation bb8890a0-665b-4f14-98a9-ab3111272a9f · outbound

This paper cites Hypernetworks for personalizing ASR to atypical speech,.

Fine-Tuning ASR for Stuttered Speech: Personalized vs. Generalized Approaches Hypernetworks for personalizing ASR to atypical speech,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:00:04.830130Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ee6c340b-cfc7-4191-aa29-0949bb74c31d · outbound

This paper cites Assessing ASR Model Quality on Disordered Speech using BERTScore.

Fine-Tuning ASR for Stuttered Speech: Personalized vs. Generalized Approaches Assessing ASR Model Quality on Disordered Speech using BERTScore

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T12:00:04.699765Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 23c2edc7-2604-4770-a996-3df3f6f85cec · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

Fine-Tuning ASR for Stuttered Speech: Personalized vs. Generalized Approaches LoRA: Low-Rank Adaptation of Large Language Models

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T12:00:04.702905Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c55dbcd9-51c8-40f4-b0ef-9c1dc5423e98 · outbound

This paper cites FluencyBank: A new resource for fluency research and practice,.

Fine-Tuning ASR for Stuttered Speech: Personalized vs. Generalized Approaches FluencyBank: A new resource for fluency research and practice,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:00:04.820774Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 1353165e-a905-4a8f-9514-8865f0089cad · outbound

This paper cites Robust speech recognition via large-scale weak su- pervision,.

Fine-Tuning ASR for Stuttered Speech: Personalized vs. Generalized Approaches Robust speech recognition via large-scale weak su- pervision,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T12:00:04.708708Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c96dbb2f-3824-473e-95c5-481176bc25c6 · outbound

This paper cites Tools for analyzing talk part 1: The CHAT tran- scription format,.

Fine-Tuning ASR for Stuttered Speech: Personalized vs. Generalized Approaches Tools for analyzing talk part 1: The CHAT tran- scription format,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:00:04.806263Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b2b42487-5fa5-4a36-8ba6-7bf8fb812e8b · outbound

This paper cites Normalization and pre-tokenization,.

Fine-Tuning ASR for Stuttered Speech: Personalized vs. Generalized Approaches Normalization and pre-tokenization,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:00:04.797653Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b5d8ead5-4f8e-4a5f-bb7a-6974f8662de4 · outbound

This paper cites Why do so many stutterers fail to stutter when alone and how can this phenomonen be used in treatment,.

Fine-Tuning ASR for Stuttered Speech: Personalized vs. Generalized Approaches Why do so many stutterers fail to stutter when alone and how can this phenomonen be used in treatment,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:00:04.788119Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Pith citing papers

Observation 7e75214c-255e-486d-a767-f41aefc073e8 · inbound